Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 10127 |
| Missing cells | 2268 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 6 |
Avg_Open_To_Buy is highly overall correlated with Avg_Utilization_Ratio and 1 other fields | High correlation |
Avg_Utilization_Ratio is highly overall correlated with Avg_Open_To_Buy and 1 other fields | High correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy | High correlation |
Customer_Age is highly overall correlated with Months_on_book | High correlation |
Gender is highly overall correlated with Income_Category | High correlation |
Income_Category is highly overall correlated with Gender | High correlation |
Months_on_book is highly overall correlated with Customer_Age | High correlation |
Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio | High correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt | High correlation |
Card_Category is highly imbalanced (79.2%) | Imbalance |
Education_Level has 1519 (15.0%) missing values | Missing |
Marital_Status has 749 (7.4%) missing values | Missing |
CLIENTNUM has unique values | Unique |
Dependent_count has 904 (8.9%) zeros | Zeros |
Contacts_Count_12_mon has 399 (3.9%) zeros | Zeros |
Total_Revolving_Bal has 2470 (24.4%) zeros | Zeros |
Avg_Utilization_Ratio has 2470 (24.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-02 00:24:40.919599 |
|---|---|
| Analysis finished | 2024-09-02 00:26:07.444591 |
| Duration | 1 minute and 26.52 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
CLIENTNUM
Real number (ℝ)
UNIQUE
| Distinct | 10127 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3917761 × 108 |
| Minimum | 7.0808208 × 108 |
|---|---|
| Maximum | 8.2834308 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 7.0808208 × 108 |
|---|---|
| 5-th percentile | 7.0912039 × 108 |
| Q1 | 7.1303677 × 108 |
| median | 7.1792636 × 108 |
| Q3 | 7.7314353 × 108 |
| 95-th percentile | 8.1421203 × 108 |
| Maximum | 8.2834308 × 108 |
| Range | 1.20261 × 108 |
| Interquartile range (IQR) | 60106762 |
Descriptive statistics
| Standard deviation | 36903783 |
|---|---|
| Coefficient of variation (CV) | 0.049925462 |
| Kurtosis | -0.6156397 |
| Mean | 7.3917761 × 108 |
| Median Absolute Deviation (MAD) | 6347700 |
| Skewness | 0.99560101 |
| Sum | 7.4856516 × 1012 |
| Variance | 1.3618892 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 768805383 | 1 | < 0.1% |
| 711784908 | 1 | < 0.1% |
| 720133908 | 1 | < 0.1% |
| 803197833 | 1 | < 0.1% |
| 812222208 | 1 | < 0.1% |
| 757634583 | 1 | < 0.1% |
| 719362458 | 1 | < 0.1% |
| 789331908 | 1 | < 0.1% |
| 715616358 | 1 | < 0.1% |
| 806900508 | 1 | < 0.1% |
| Other values (10117) | 10117 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708095133 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 |
| Value | Count | Frequency (%) |
| 828343083 | 1 | |
| 828298908 | 1 | |
| 828294933 | 1 | |
| 828291858 | 1 | |
| 828288333 | 1 | |
| 828285858 | 1 | |
| 828281733 | 1 | |
| 828236133 | 1 | |
| 828227433 | 1 | |
| 828215508 | 1 |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 172159 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Existing Customer |
|---|---|
| 2nd row | Existing Customer |
| 3rd row | Existing Customer |
| 4th row | Existing Customer |
| 5th row | Existing Customer |
Common Values
| Value | Count | Frequency (%) |
| Existing Customer | 8500 | |
| Attrited Customer | 1627 | 16.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 10127 | |
| existing | 8500 | |
| attrited | 1627 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 172159 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 172159 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 172159 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
Customer_Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.32596 |
| Minimum | 26 |
|---|---|
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 73 |
| Range | 47 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.016814 |
|---|---|
| Coefficient of variation (CV) | 0.1730523 |
| Kurtosis | -0.28861992 |
| Mean | 46.32596 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.033605016 |
| Sum | 469143 |
| Variance | 64.269307 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 44 | 500 | 4.9% |
| 49 | 495 | 4.9% |
| 46 | 490 | 4.8% |
| 45 | 486 | 4.8% |
| 47 | 479 | 4.7% |
| 43 | 473 | 4.7% |
| 48 | 472 | 4.7% |
| 50 | 452 | 4.5% |
| 42 | 426 | 4.2% |
| 51 | 398 | 3.9% |
| Other values (35) | 5456 |
| Value | Count | Frequency (%) |
| 26 | 78 | |
| 27 | 32 | 0.3% |
| 28 | 29 | 0.3% |
| 29 | 56 | 0.6% |
| 30 | 70 | 0.7% |
| 31 | 91 | |
| 32 | 106 | |
| 33 | 127 | |
| 34 | 146 | |
| 35 | 184 |
| Value | Count | Frequency (%) |
| 73 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 68 | 2 | < 0.1% |
| 67 | 4 | < 0.1% |
| 66 | 2 | < 0.1% |
| 65 | 101 | |
| 64 | 43 | |
| 63 | 65 | |
| 62 | 93 | |
| 61 | 93 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10127 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 5358 | |
| m | 4769 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Dependent_count
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3462032 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 904 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2989083 |
|---|---|
| Coefficient of variation (CV) | 0.55362142 |
| Kurtosis | -0.68301665 |
| Mean | 2.3462032 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.020825536 |
| Sum | 23760 |
| Variance | 1.6871629 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 2732 | |
| 2 | 2655 | |
| 1 | 1838 | |
| 4 | 1574 | |
| 0 | 904 | 8.9% |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 904 | 8.9% |
| 1 | 1838 | |
| 2 | 2655 | |
| 3 | 2732 | |
| 4 | 1574 | |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 5 | 424 | 4.2% |
| 4 | 1574 | |
| 3 | 2732 | |
| 2 | 2655 | |
| 1 | 1838 | |
| 0 | 904 | 8.9% |
Education_Level
Categorical
MISSING
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1519 |
| Missing (%) | 15.0% |
| Memory size | 79.2 KiB |
| Graduate | |
|---|---|
| High School | |
| Uneducated | |
| College | |
| Post-Graduate |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 9.2814823 |
| Min length | 7 |
Characters and Unicode
| Total characters | 79895 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | Graduate |
| 3rd row | Graduate |
| 4th row | High School |
| 5th row | Uneducated |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 3128 | |
| High School | 2013 | |
| Uneducated | 1487 | |
| College | 1013 | 10.0% |
| Post-Graduate | 516 | 5.1% |
| Doctorate | 451 | 4.5% |
| (Missing) | 1519 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 3128 | |
| high | 2013 | |
| school | 2013 | |
| uneducated | 1487 | |
| college | 1013 | 9.5% |
| post-graduate | 516 | 4.9% |
| doctorate | 451 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 9226 | |
| e | 9095 | |
| d | 6618 | 8.3% |
| t | 6549 | 8.2% |
| o | 6457 | 8.1% |
| u | 5131 | 6.4% |
| r | 4095 | 5.1% |
| l | 4039 | 5.1% |
| h | 4026 | 5.0% |
| c | 3951 | 4.9% |
| Other values (13) | 20708 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 9226 | |
| e | 9095 | |
| d | 6618 | 8.3% |
| t | 6549 | 8.2% |
| o | 6457 | 8.1% |
| u | 5131 | 6.4% |
| r | 4095 | 5.1% |
| l | 4039 | 5.1% |
| h | 4026 | 5.0% |
| c | 3951 | 4.9% |
| Other values (13) | 20708 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 9226 | |
| e | 9095 | |
| d | 6618 | 8.3% |
| t | 6549 | 8.2% |
| o | 6457 | 8.1% |
| u | 5131 | 6.4% |
| r | 4095 | 5.1% |
| l | 4039 | 5.1% |
| h | 4026 | 5.0% |
| c | 3951 | 4.9% |
| Other values (13) | 20708 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 9226 | |
| e | 9095 | |
| d | 6618 | 8.3% |
| t | 6549 | 8.2% |
| o | 6457 | 8.1% |
| u | 5131 | 6.4% |
| r | 4095 | 5.1% |
| l | 4039 | 5.1% |
| h | 4026 | 5.0% |
| c | 3951 | 4.9% |
| Other values (13) | 20708 |
Marital_Status
Categorical
MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 749 |
| Missing (%) | 7.4% |
| Memory size | 79.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.659309 |
| Min length | 6 |
Characters and Unicode
| Total characters | 62451 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 4687 | |
| Single | 3943 | |
| Divorced | 748 | 7.4% |
| (Missing) | 749 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 4687 | |
| single | 3943 | |
| divorced | 748 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| S | 3943 | 6.3% |
| n | 3943 | 6.3% |
| g | 3943 | 6.3% |
| l | 3943 | 6.3% |
| Other values (4) | 2992 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 62451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| S | 3943 | 6.3% |
| n | 3943 | 6.3% |
| g | 3943 | 6.3% |
| l | 3943 | 6.3% |
| Other values (4) | 2992 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 62451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| S | 3943 | 6.3% |
| n | 3943 | 6.3% |
| g | 3943 | 6.3% |
| l | 3943 | 6.3% |
| Other values (4) | 2992 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 62451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| S | 3943 | 6.3% |
| n | 3943 | 6.3% |
| g | 3943 | 6.3% |
| l | 3943 | 6.3% |
| Other values (4) | 2992 | 4.8% |
Income_Category
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| abc |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.040881 |
| Min length | 3 |
Characters and Unicode
| Total characters | 111811 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $60K - $80K |
|---|---|
| 2nd row | Less than $40K |
| 3rd row | $80K - $120K |
| 4th row | Less than $40K |
| 5th row | $60K - $80K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 3561 | |
| $40K - $60K | 1790 | |
| $80K - $120K | 1535 | |
| $60K - $80K | 1402 | 13.8% |
| abc | 1112 | 11.0% |
| $120K + | 727 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5454 | ||
| 40k | 5351 | |
| less | 3561 | |
| than | 3561 | |
| 60k | 3192 | |
| 80k | 2937 | |
| 120k | 2262 | |
| abc | 1112 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 17303 | ||
| 0 | 13742 | |
| K | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.2% |
| a | 4673 | 4.2% |
| e | 3561 | 3.2% |
| L | 3561 | 3.2% |
| Other values (10) | 24287 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 111811 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| 0 | 13742 | |
| K | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.2% |
| a | 4673 | 4.2% |
| e | 3561 | 3.2% |
| L | 3561 | 3.2% |
| Other values (10) | 24287 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 111811 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| 0 | 13742 | |
| K | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.2% |
| a | 4673 | 4.2% |
| e | 3561 | 3.2% |
| L | 3561 | 3.2% |
| Other values (10) | 24287 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 111811 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| 0 | 13742 | |
| K | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.2% |
| a | 4673 | 4.2% |
| e | 3561 | 3.2% |
| L | 3561 | 3.2% |
| Other values (10) | 24287 |
Card_Category
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Blue | |
|---|---|
| Silver | 555 |
| Gold | 116 |
| Platinum | 20 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.1175077 |
| Min length | 4 |
Characters and Unicode
| Total characters | 41698 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | Blue |
| 5th row | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 9436 | |
| Silver | 555 | 5.5% |
| Gold | 116 | 1.1% |
| Platinum | 20 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 9436 | |
| silver | 555 | 5.5% |
| gold | 116 | 1.1% |
| platinum | 20 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Months_on_book
Real number (ℝ)
HIGH CORRELATION
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.928409 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.9864163 |
|---|---|
| Coefficient of variation (CV) | 0.22228695 |
| Kurtosis | 0.40010012 |
| Mean | 35.928409 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.10656536 |
| Sum | 363847 |
| Variance | 63.782846 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 36 | 2463 | |
| 37 | 358 | 3.5% |
| 34 | 353 | 3.5% |
| 38 | 347 | 3.4% |
| 39 | 341 | 3.4% |
| 40 | 333 | 3.3% |
| 31 | 318 | 3.1% |
| 35 | 317 | 3.1% |
| 33 | 305 | 3.0% |
| 30 | 300 | 3.0% |
| Other values (34) | 4692 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 0.2% |
| 15 | 34 | 0.3% |
| 16 | 29 | 0.3% |
| 17 | 39 | 0.4% |
| 18 | 58 | |
| 19 | 63 | |
| 20 | 74 | |
| 21 | 83 | |
| 22 | 105 |
| Value | Count | Frequency (%) |
| 56 | 103 | |
| 55 | 42 | 0.4% |
| 54 | 53 | 0.5% |
| 53 | 78 | |
| 52 | 62 | 0.6% |
| 51 | 80 | |
| 50 | 96 | |
| 49 | 141 | |
| 48 | 162 | |
| 47 | 171 |
Total_Relationship_Count
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8125802 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5544079 |
|---|---|
| Coefficient of variation (CV) | 0.40770496 |
| Kurtosis | -1.0061305 |
| Mean | 3.8125802 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.16245241 |
| Sum | 38610 |
| Variance | 2.4161838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 | |
| 2 | 1243 | |
| 1 | 910 | 9.0% |
| Value | Count | Frequency (%) |
| 1 | 910 | 9.0% |
| 2 | 1243 | |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 |
| Value | Count | Frequency (%) |
| 6 | 1866 | |
| 5 | 1891 | |
| 4 | 1912 | |
| 3 | 2305 | |
| 2 | 1243 | |
| 1 | 910 | 9.0% |
Months_Inactive_12_mon
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3411672 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 29 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0106224 |
|---|---|
| Coefficient of variation (CV) | 0.4316746 |
| Kurtosis | 1.0985226 |
| Mean | 2.3411672 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.63306113 |
| Sum | 23709 |
| Variance | 1.0213576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 3846 | |
| 2 | 3282 | |
| 1 | 2233 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| 0 | 29 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 29 | 0.3% |
| 1 | 2233 | |
| 2 | 3282 | |
| 3 | 3846 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| Value | Count | Frequency (%) |
| 6 | 124 | 1.2% |
| 5 | 178 | 1.8% |
| 4 | 435 | 4.3% |
| 3 | 3846 | |
| 2 | 3282 | |
| 1 | 2233 | |
| 0 | 29 | 0.3% |
Contacts_Count_12_mon
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4553175 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 399 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1062251 |
|---|---|
| Coefficient of variation (CV) | 0.45054261 |
| Kurtosis | 0.00086265663 |
| Mean | 2.4553175 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.011005626 |
| Sum | 24865 |
| Variance | 1.2237341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 3380 | |
| 2 | 3227 | |
| 1 | 1499 | |
| 4 | 1392 | |
| 0 | 399 | 3.9% |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 399 | 3.9% |
| 1 | 1499 | |
| 2 | 3227 | |
| 3 | 3380 | |
| 4 | 1392 | |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 6 | 54 | 0.5% |
| 5 | 176 | 1.7% |
| 4 | 1392 | |
| 3 | 3380 | |
| 2 | 3227 | |
| 1 | 1499 | |
| 0 | 399 | 3.9% |
Credit_Limit
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6205 |
|---|---|
| Distinct (%) | 61.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8631.9537 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.51 |
| Q1 | 2555 |
| median | 4549 |
| Q3 | 11067.5 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8512.5 |
Descriptive statistics
| Standard deviation | 9088.7767 |
|---|---|
| Coefficient of variation (CV) | 1.0529223 |
| Kurtosis | 1.8089893 |
| Mean | 8631.9537 |
| Median Absolute Deviation (MAD) | 2593 |
| Skewness | 1.6667258 |
| Sum | 87415795 |
| Variance | 82605861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34516 | 508 | 5.0% |
| 1438.3 | 507 | 5.0% |
| 9959 | 18 | 0.2% |
| 15987 | 18 | 0.2% |
| 23981 | 12 | 0.1% |
| 2490 | 11 | 0.1% |
| 6224 | 11 | 0.1% |
| 3735 | 11 | 0.1% |
| 7469 | 10 | 0.1% |
| 2069 | 8 | 0.1% |
| Other values (6195) | 9013 |
| Value | Count | Frequency (%) |
| 1438.3 | 507 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 2 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | < 0.1% |
| 1446 | 1 | < 0.1% |
| 1449 | 2 | < 0.1% |
| 1451 | 2 | < 0.1% |
| 1452 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 508 | |
| 34496 | 1 | < 0.1% |
| 34458 | 1 | < 0.1% |
| 34427 | 1 | < 0.1% |
| 34198 | 1 | < 0.1% |
| 34173 | 1 | < 0.1% |
| 34162 | 1 | < 0.1% |
| 34140 | 1 | < 0.1% |
| 34058 | 1 | < 0.1% |
| 34010 | 1 | < 0.1% |
Total_Revolving_Bal
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1974 |
|---|---|
| Distinct (%) | 19.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.8141 |
| Minimum | 0 |
|---|---|
| Maximum | 2517 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 359 |
| median | 1276 |
| Q3 | 1784 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1425 |
Descriptive statistics
| Standard deviation | 814.98734 |
|---|---|
| Coefficient of variation (CV) | 0.70087503 |
| Kurtosis | -1.1459918 |
| Mean | 1162.8141 |
| Median Absolute Deviation (MAD) | 591 |
| Skewness | -0.14883725 |
| Sum | 11775818 |
| Variance | 664204.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2470 | 24.4% |
| 2517 | 508 | 5.0% |
| 1965 | 12 | 0.1% |
| 1480 | 12 | 0.1% |
| 1434 | 11 | 0.1% |
| 1664 | 11 | 0.1% |
| 1720 | 11 | 0.1% |
| 1590 | 10 | 0.1% |
| 1542 | 10 | 0.1% |
| 1528 | 10 | 0.1% |
| Other values (1964) | 7062 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 132 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 159 | 2 | < 0.1% |
| 168 | 2 | < 0.1% |
| 170 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2517 | 508 | |
| 2514 | 3 | < 0.1% |
| 2513 | 1 | < 0.1% |
| 2512 | 2 | < 0.1% |
| 2511 | 1 | < 0.1% |
| 2509 | 2 | < 0.1% |
| 2508 | 2 | < 0.1% |
| 2507 | 4 | < 0.1% |
| 2506 | 1 | < 0.1% |
| 2505 | 3 | < 0.1% |
Avg_Open_To_Buy
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6813 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7469.1396 |
| Minimum | 3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 480.3 |
| Q1 | 1324.5 |
| median | 3474 |
| Q3 | 9859 |
| 95-th percentile | 32183.4 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8534.5 |
Descriptive statistics
| Standard deviation | 9090.6853 |
|---|---|
| Coefficient of variation (CV) | 1.2170994 |
| Kurtosis | 1.7986173 |
| Mean | 7469.1396 |
| Median Absolute Deviation (MAD) | 2665 |
| Skewness | 1.6616965 |
| Sum | 75639977 |
| Variance | 82640560 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1438.3 | 324 | 3.2% |
| 34516 | 98 | 1.0% |
| 31999 | 26 | 0.3% |
| 787 | 8 | 0.1% |
| 701 | 7 | 0.1% |
| 713 | 7 | 0.1% |
| 953 | 7 | 0.1% |
| 463 | 7 | 0.1% |
| 990 | 6 | 0.1% |
| 788 | 6 | 0.1% |
| Other values (6803) | 9631 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 29 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 |
| Value | Count | Frequency (%) |
| 34516 | 98 | |
| 34362 | 1 | < 0.1% |
| 34302 | 1 | < 0.1% |
| 34300 | 1 | < 0.1% |
| 34297 | 1 | < 0.1% |
| 34286 | 1 | < 0.1% |
| 34238 | 1 | < 0.1% |
| 34227 | 1 | < 0.1% |
| 34140 | 1 | < 0.1% |
| 34119 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 1158 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75994065 |
| Minimum | 0 |
|---|---|
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.463 |
| Q1 | 0.631 |
| median | 0.736 |
| Q3 | 0.859 |
| 95-th percentile | 1.103 |
| Maximum | 3.397 |
| Range | 3.397 |
| Interquartile range (IQR) | 0.228 |
Descriptive statistics
| Standard deviation | 0.21920677 |
|---|---|
| Coefficient of variation (CV) | 0.28845248 |
| Kurtosis | 9.9935012 |
| Mean | 0.75994065 |
| Median Absolute Deviation (MAD) | 0.114 |
| Skewness | 1.7320634 |
| Sum | 7695.919 |
| Variance | 0.048051608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.791 | 36 | 0.4% |
| 0.712 | 34 | 0.3% |
| 0.743 | 34 | 0.3% |
| 0.718 | 33 | 0.3% |
| 0.735 | 33 | 0.3% |
| 0.744 | 32 | 0.3% |
| 0.699 | 32 | 0.3% |
| 0.722 | 32 | 0.3% |
| 0.731 | 31 | 0.3% |
| 0.631 | 31 | 0.3% |
| Other values (1148) | 9799 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | < 0.1% |
| 0.072 | 1 | < 0.1% |
| 0.101 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.153 | 1 | < 0.1% |
| 0.163 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.397 | 1 | |
| 3.355 | 1 | |
| 2.675 | 1 | |
| 2.594 | 1 | |
| 2.368 | 1 | |
| 2.357 | 1 | |
| 2.316 | 1 | |
| 2.282 | 1 | |
| 2.275 | 1 | |
| 2.271 | 1 |
Total_Trans_Amt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5033 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4404.0863 |
| Minimum | 510 |
|---|---|
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1283.3 |
| Q1 | 2155.5 |
| median | 3899 |
| Q3 | 4741 |
| 95-th percentile | 14212 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2585.5 |
Descriptive statistics
| Standard deviation | 3397.1293 |
|---|---|
| Coefficient of variation (CV) | 0.77135847 |
| Kurtosis | 3.8940234 |
| Mean | 4404.0863 |
| Median Absolute Deviation (MAD) | 1308 |
| Skewness | 2.0410034 |
| Sum | 44600182 |
| Variance | 11540487 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4253 | 11 | 0.1% |
| 4509 | 11 | 0.1% |
| 4518 | 10 | 0.1% |
| 2229 | 10 | 0.1% |
| 4220 | 9 | 0.1% |
| 4869 | 9 | 0.1% |
| 4037 | 9 | 0.1% |
| 4313 | 9 | 0.1% |
| 4498 | 9 | 0.1% |
| 4042 | 9 | 0.1% |
| Other values (5023) | 10031 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 643 | 1 |
| Value | Count | Frequency (%) |
| 18484 | 1 | |
| 17995 | 1 | |
| 17744 | 1 | |
| 17634 | 1 | |
| 17628 | 1 | |
| 17498 | 1 | |
| 17437 | 1 | |
| 17390 | 1 | |
| 17350 | 1 | |
| 17258 | 1 |
Total_Trans_Ct
Real number (ℝ)
HIGH CORRELATION
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.858695 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 45 |
| median | 67 |
| Q3 | 81 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.47257 |
|---|---|
| Coefficient of variation (CV) | 0.36190322 |
| Kurtosis | -0.36716324 |
| Mean | 64.858695 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.15367307 |
| Sum | 656824 |
| Variance | 550.96156 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 81 | 208 | 2.1% |
| 71 | 203 | 2.0% |
| 75 | 203 | 2.0% |
| 69 | 202 | 2.0% |
| 82 | 202 | 2.0% |
| 76 | 198 | 2.0% |
| 77 | 197 | 1.9% |
| 70 | 193 | 1.9% |
| 74 | 190 | 1.9% |
| 78 | 190 | 1.9% |
| Other values (116) | 8141 |
| Value | Count | Frequency (%) |
| 10 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 14 | 9 | 0.1% |
| 15 | 16 | |
| 16 | 13 | |
| 17 | 13 | |
| 18 | 23 | |
| 19 | 11 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 132 | 1 | < 0.1% |
| 131 | 6 | |
| 130 | 5 | |
| 129 | 6 | |
| 128 | 10 | |
| 127 | 12 | |
| 126 | 10 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 830 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71222238 |
| Minimum | 0 |
|---|---|
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.368 |
| Q1 | 0.582 |
| median | 0.702 |
| Q3 | 0.818 |
| 95-th percentile | 1.069 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.236 |
Descriptive statistics
| Standard deviation | 0.23808609 |
|---|---|
| Coefficient of variation (CV) | 0.33428617 |
| Kurtosis | 15.689293 |
| Mean | 0.71222238 |
| Median Absolute Deviation (MAD) | 0.119 |
| Skewness | 2.0640306 |
| Sum | 7212.676 |
| Variance | 0.056684987 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.667 | 171 | 1.7% |
| 1 | 166 | 1.6% |
| 0.5 | 161 | 1.6% |
| 0.75 | 156 | 1.5% |
| 0.6 | 113 | 1.1% |
| 0.8 | 101 | 1.0% |
| 0.714 | 92 | 0.9% |
| 0.833 | 85 | 0.8% |
| 0.778 | 69 | 0.7% |
| 0.625 | 63 | 0.6% |
| Other values (820) | 8950 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.074 | 1 | < 0.1% |
| 0.077 | 3 | |
| 0.091 | 3 |
| Value | Count | Frequency (%) |
| 3.714 | 1 | < 0.1% |
| 3.571 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.25 | 1 | < 0.1% |
| 3 | 2 | |
| 2.875 | 1 | < 0.1% |
| 2.75 | 1 | < 0.1% |
| 2.571 | 1 | < 0.1% |
| 2.5 | 3 | |
| 2.429 | 1 | < 0.1% |
Avg_Utilization_Ratio
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 964 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27489355 |
| Minimum | 0 |
|---|---|
| Maximum | 0.999 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.023 |
| median | 0.176 |
| Q3 | 0.503 |
| 95-th percentile | 0.793 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.48 |
Descriptive statistics
| Standard deviation | 0.27569147 |
|---|---|
| Coefficient of variation (CV) | 1.0029026 |
| Kurtosis | -0.79497195 |
| Mean | 0.27489355 |
| Median Absolute Deviation (MAD) | 0.176 |
| Skewness | 0.718008 |
| Sum | 2783.847 |
| Variance | 0.076005786 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2470 | 24.4% |
| 0.073 | 44 | 0.4% |
| 0.057 | 33 | 0.3% |
| 0.048 | 32 | 0.3% |
| 0.06 | 30 | 0.3% |
| 0.061 | 29 | 0.3% |
| 0.045 | 29 | 0.3% |
| 0.059 | 28 | 0.3% |
| 0.069 | 28 | 0.3% |
| 0.053 | 27 | 0.3% |
| Other values (954) | 7377 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 0.004 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.006 | 3 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.999 | 1 | < 0.1% |
| 0.995 | 1 | < 0.1% |
| 0.994 | 1 | < 0.1% |
| 0.992 | 1 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| 0.988 | 1 | < 0.1% |
| 0.987 | 1 | < 0.1% |
| 0.985 | 1 | < 0.1% |
| 0.984 | 1 | < 0.1% |
| 0.983 | 4 |
| Attrition_Flag | Avg_Open_To_Buy | Avg_Utilization_Ratio | CLIENTNUM | Card_Category | Contacts_Count_12_mon | Credit_Limit | Customer_Age | Dependent_count | Education_Level | Gender | Income_Category | Marital_Status | Months_Inactive_12_mon | Months_on_book | Total_Amt_Chng_Q4_Q1 | Total_Ct_Chng_Q4_Q1 | Total_Relationship_Count | Total_Revolving_Bal | Total_Trans_Amt | Total_Trans_Ct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Attrition_Flag | 1.000 | 0.019 | 0.241 | 0.048 | 0.000 | 0.239 | 0.032 | 0.024 | 0.021 | 0.028 | 0.036 | 0.028 | 0.019 | 0.196 | 0.019 | 0.184 | 0.314 | 0.166 | 0.402 | 0.325 | 0.458 |
| Avg_Open_To_Buy | 0.019 | 1.000 | -0.686 | 0.011 | 0.337 | 0.033 | 0.931 | -0.002 | 0.054 | 0.001 | 0.440 | 0.278 | 0.035 | -0.016 | 0.008 | 0.007 | -0.040 | -0.071 | -0.154 | 0.022 | 0.022 |
| Avg_Utilization_Ratio | 0.241 | -0.686 | 1.000 | 0.007 | 0.149 | -0.059 | -0.417 | 0.011 | -0.035 | 0.000 | 0.279 | 0.165 | 0.034 | -0.027 | -0.004 | 0.033 | 0.094 | 0.065 | 0.709 | 0.019 | 0.040 |
| CLIENTNUM | 0.048 | 0.011 | 0.007 | 1.000 | 0.000 | 0.011 | 0.014 | 0.017 | -0.004 | 0.018 | 0.014 | 0.003 | 0.000 | -0.008 | 0.111 | 0.024 | 0.016 | 0.014 | 0.003 | -0.002 | 0.006 |
| Card_Category | 0.000 | 0.337 | 0.149 | 0.000 | 1.000 | 0.010 | 0.335 | 0.021 | 0.018 | 0.009 | 0.084 | 0.053 | 0.034 | 0.000 | 0.013 | 0.024 | 0.000 | 0.067 | 0.019 | 0.154 | 0.109 |
| Contacts_Count_12_mon | 0.239 | 0.033 | -0.059 | 0.011 | 0.010 | 1.000 | 0.023 | -0.014 | -0.041 | 0.000 | 0.059 | 0.015 | 0.000 | 0.030 | -0.008 | -0.021 | -0.093 | 0.061 | -0.045 | -0.167 | -0.168 |
| Credit_Limit | 0.032 | 0.931 | -0.417 | 0.014 | 0.335 | 0.023 | 1.000 | 0.002 | 0.051 | 0.000 | 0.439 | 0.278 | 0.032 | -0.028 | 0.007 | 0.021 | -0.011 | -0.059 | 0.131 | 0.028 | 0.034 |
| Customer_Age | 0.024 | -0.002 | 0.011 | 0.017 | 0.021 | -0.014 | 0.002 | 1.000 | -0.144 | 0.018 | 0.000 | 0.084 | 0.081 | 0.044 | 0.769 | -0.071 | -0.040 | -0.014 | 0.014 | -0.039 | -0.054 |
| Dependent_count | 0.021 | 0.054 | -0.035 | -0.004 | 0.018 | -0.041 | 0.051 | -0.144 | 1.000 | 0.000 | 0.000 | 0.043 | 0.032 | -0.009 | -0.115 | -0.026 | 0.009 | -0.036 | -0.004 | 0.058 | 0.053 |
| Education_Level | 0.028 | 0.001 | 0.000 | 0.018 | 0.009 | 0.000 | 0.000 | 0.018 | 0.000 | 1.000 | 0.016 | 0.018 | 0.017 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.011 | 0.012 | 0.014 |
| Gender | 0.036 | 0.440 | 0.279 | 0.014 | 0.084 | 0.059 | 0.439 | 0.000 | 0.000 | 0.016 | 1.000 | 0.839 | 0.006 | 0.019 | 0.011 | 0.044 | 0.050 | 0.000 | 0.033 | 0.247 | 0.163 |
| Income_Category | 0.028 | 0.278 | 0.165 | 0.003 | 0.053 | 0.015 | 0.278 | 0.084 | 0.043 | 0.018 | 0.839 | 1.000 | 0.006 | 0.017 | 0.046 | 0.015 | 0.023 | 0.007 | 0.022 | 0.093 | 0.056 |
| Marital_Status | 0.019 | 0.035 | 0.034 | 0.000 | 0.034 | 0.000 | 0.032 | 0.081 | 0.032 | 0.017 | 0.006 | 0.006 | 1.000 | 0.000 | 0.046 | 0.066 | 0.041 | 0.011 | 0.024 | 0.126 | 0.123 |
| Months_Inactive_12_mon | 0.196 | -0.016 | -0.027 | -0.008 | 0.000 | 0.030 | -0.028 | 0.044 | -0.009 | 0.000 | 0.019 | 0.017 | 0.000 | 1.000 | 0.057 | -0.019 | -0.047 | -0.007 | -0.043 | -0.032 | -0.051 |
| Months_on_book | 0.019 | 0.008 | -0.004 | 0.111 | 0.013 | -0.008 | 0.007 | 0.769 | -0.115 | 0.011 | 0.011 | 0.046 | 0.046 | 0.057 | 1.000 | -0.054 | -0.034 | -0.014 | 0.006 | -0.029 | -0.039 |
| Total_Amt_Chng_Q4_Q1 | 0.184 | 0.007 | 0.033 | 0.024 | 0.024 | -0.021 | 0.021 | -0.071 | -0.026 | 0.000 | 0.044 | 0.015 | 0.066 | -0.019 | -0.054 | 1.000 | 0.302 | 0.026 | 0.036 | 0.135 | 0.085 |
| Total_Ct_Chng_Q4_Q1 | 0.314 | -0.040 | 0.094 | 0.016 | 0.000 | -0.093 | -0.011 | -0.040 | 0.009 | 0.000 | 0.050 | 0.023 | 0.041 | -0.047 | -0.034 | 0.302 | 1.000 | 0.024 | 0.078 | 0.223 | 0.233 |
| Total_Relationship_Count | 0.166 | -0.071 | 0.065 | 0.014 | 0.067 | 0.061 | -0.059 | -0.014 | -0.036 | 0.000 | 0.000 | 0.007 | 0.011 | -0.007 | -0.014 | 0.026 | 0.024 | 1.000 | 0.012 | -0.279 | -0.227 |
| Total_Revolving_Bal | 0.402 | -0.154 | 0.709 | 0.003 | 0.019 | -0.045 | 0.131 | 0.014 | -0.004 | 0.011 | 0.033 | 0.022 | 0.024 | -0.043 | 0.006 | 0.036 | 0.078 | 0.012 | 1.000 | 0.018 | 0.040 |
| Total_Trans_Amt | 0.325 | 0.022 | 0.019 | -0.002 | 0.154 | -0.167 | 0.028 | -0.039 | 0.058 | 0.012 | 0.247 | 0.093 | 0.126 | -0.032 | -0.029 | 0.135 | 0.223 | -0.279 | 0.018 | 1.000 | 0.880 |
| Total_Trans_Ct | 0.458 | 0.022 | 0.040 | 0.006 | 0.109 | -0.168 | 0.034 | -0.054 | 0.053 | 0.014 | 0.163 | 0.056 | 0.123 | -0.051 | -0.039 | 0.085 | 0.233 | -0.227 | 0.040 | 0.880 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | Existing Customer | 45 | M | 3 | High School | Married | $60K - $80K | Blue | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 |
| 1 | 818770008 | Existing Customer | 49 | F | 5 | Graduate | Single | Less than $40K | Blue | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 |
| 2 | 713982108 | Existing Customer | 51 | M | 3 | Graduate | Married | $80K - $120K | Blue | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 |
| 3 | 769911858 | Existing Customer | 40 | F | 4 | High School | NaN | Less than $40K | Blue | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 |
| 4 | 709106358 | Existing Customer | 40 | M | 3 | Uneducated | Married | $60K - $80K | Blue | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 |
| 5 | 713061558 | Existing Customer | 44 | M | 2 | Graduate | Married | $40K - $60K | Blue | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 |
| 6 | 810347208 | Existing Customer | 51 | M | 4 | NaN | Married | $120K + | Gold | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 |
| 7 | 818906208 | Existing Customer | 32 | M | 0 | High School | NaN | $60K - $80K | Silver | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 |
| 8 | 710930508 | Existing Customer | 37 | M | 3 | Uneducated | Single | $60K - $80K | Blue | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 |
| 9 | 719661558 | Existing Customer | 48 | M | 2 | Graduate | Single | $80K - $120K | Blue | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10117 | 712503408 | Existing Customer | 57 | M | 2 | Graduate | Married | $80K - $120K | Blue | 40 | 6 | 3 | 4 | 17925.0 | 1909 | 16016.0 | 0.712 | 17498 | 111 | 0.820 | 0.106 |
| 10118 | 713755458 | Attrited Customer | 50 | M | 1 | NaN | NaN | $80K - $120K | Blue | 36 | 6 | 3 | 4 | 9959.0 | 952 | 9007.0 | 0.825 | 10310 | 63 | 1.100 | 0.096 |
| 10119 | 716893683 | Attrited Customer | 55 | F | 3 | Uneducated | Single | abc | Blue | 47 | 4 | 3 | 3 | 14657.0 | 2517 | 12140.0 | 0.166 | 6009 | 53 | 0.514 | 0.172 |
| 10120 | 710841183 | Existing Customer | 54 | M | 1 | High School | Single | $60K - $80K | Blue | 34 | 5 | 2 | 0 | 13940.0 | 2109 | 11831.0 | 0.660 | 15577 | 114 | 0.754 | 0.151 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 |
| 10122 | 772366833 | Existing Customer | 50 | M | 2 | Graduate | Single | $40K - $60K | Blue | 40 | 3 | 2 | 3 | 4003.0 | 1851 | 2152.0 | 0.703 | 15476 | 117 | 0.857 | 0.462 |
| 10123 | 710638233 | Attrited Customer | 41 | M | 2 | NaN | Divorced | $40K - $60K | Blue | 25 | 4 | 2 | 3 | 4277.0 | 2186 | 2091.0 | 0.804 | 8764 | 69 | 0.683 | 0.511 |
| 10124 | 716506083 | Attrited Customer | 44 | F | 1 | High School | Married | Less than $40K | Blue | 36 | 5 | 3 | 4 | 5409.0 | 0 | 5409.0 | 0.819 | 10291 | 60 | 0.818 | 0.000 |
| 10125 | 717406983 | Attrited Customer | 30 | M | 2 | Graduate | NaN | $40K - $60K | Blue | 36 | 4 | 3 | 3 | 5281.0 | 0 | 5281.0 | 0.535 | 8395 | 62 | 0.722 | 0.000 |
| 10126 | 714337233 | Attrited Customer | 43 | F | 2 | Graduate | Married | Less than $40K | Silver | 25 | 6 | 2 | 4 | 10388.0 | 1961 | 8427.0 | 0.703 | 10294 | 61 | 0.649 | 0.189 |